AI & LLM Fundamentals
AI & LLM Fundamentals
Go from confused to confident on AI in under an hour.
A 45–60 minute self‑paced Notion course that gives you a clear, practical understanding of AI, large language models, AI agents, and where they create real business value.
No fluff. No code. Just the frameworks you need to speak confidently about AI - and start using it.
THE PROBLEM
You keep hearing “AI,” “LLMs,” and “agents.” You nod along in meetings.
But if someone asked you to explain the difference between a chatbot and an agent, or why LLMs hallucinate, or how to evaluate a real AI use case for your team - you’d struggle.
That’s not your fault. Most AI content is either too technical, too vague, or too hype‑driven to actually help you.
THE SOLUTION
AI & LLM Fundamentals is the course that fills this gap.
In one focused workspace, you’ll go from “I kind of get it” to:
• Explaining what AI, ML, and LLMs actually are - and how they differ
• Understanding how agents work and why they’re more powerful (and riskier) than chatbots
• Writing better prompts immediately
• Mapping real business workflows to AI use cases with ROI and risk in mind
WHAT’S INSIDE
4 core modules - structured from simple to complex
🧠 Module 1: AI Foundations
What AI actually is. The difference between AI, ML, and Deep Learning. Where it shows up in everyday products.
💬 Module 2: Large Language Models
How LLMs work, why they’re not databases, what they’re good at, and where they fail. Includes a dedicated lesson on prompting fundamentals.
🤖 Module 3: AI Agents
The agent loop: perceive → reason → act → learn. How agents use tools. Why agents are higher‑risk than chatbots. Safety and verification habits.
💼 Module 4: Business Use Cases
How to pick strong AI use cases. The ROI and risk framework. A full end‑to‑end worked example from problem to rollout.
Plus everything you need to actually learn
✅ 7 lesson pages with definitions, diagrams, and real examples
✅ A quiz (with answers) to check your understanding
✅ 3 hands‑on assignments with success criteria
✅ A 4‑point rubric to self‑evaluate your work
✅ A final project to put it all together
✅ Sample answers so you know what “strong” looks like
✅ A glossary of every key term
✅ A 14‑slide visual summary deck
✅ FAQ and Support pages
✅ A curated “next steps” guide for continuing your learning
IS THIS FOR YOU?
This course is for you if:
• You work in business, ops, product, marketing, HR, finance, or any non‑technical role
• You want to understand AI well enough to make good decisions
• You’re exploring AI tools for your team and want a framework before you commit
• You’ve tried reading articles about AI but found them too shallow or too technical
• You learn best with structure, examples, and something practical to do
This course is NOT for you if:
• You’re an AI researcher or ML engineer looking for technical depth
• You want video lectures (this is 100% text + Notion workspace)
• You expect a “set and forget” automation - this requires you to read and think
HOW IT WORKS
1. Purchase → you receive a Notion link by email within minutes
2. Duplicate → one click copies the entire workspace into your Notion account
3. Learn → follow the recommended path, complete the exercises, build real knowledge
4. Keep forever → it lives in your Notion, yours to revisit any time
AI & LLM Fundamentals
One‑time payment · Instant access · Yours to keep
What you get:
• Full Notion course workspace (4 modules, 7 lessons, all resources)
• Quiz, 3 assignments, rubric, sample answers, final project
• Glossary, slide deck, FAQ, support page
• Lifetime access - your duplicate, your workspace
GUARANTEE / RISK REVERSAL
💬 100% Satisfaction Note
This course has been through a full 45‑point quality audit. Every link works. Every page has a learning objective. The content is clear, accurate, and structured for real learning.
If you complete Module 1 and don’t feel you got clear value, reach out and we’ll make it right.
FAQ
What format is the course?
A Notion workspace. You duplicate it and learn at your own pace.
Do I need a paid Notion account?
No - the free plan is enough.
How long does it take?
Most learners finish in 45–60 minutes.
Is this for technical or non‑technical people?
Non‑technical. No coding, no math, no prior AI knowledge required.
Can I share this with my team?
Yes - internal team use (up to 10 people) is included.
Resale or public redistribution is not permitted.
What if I already know the basics?
If you can clearly explain the difference between a chatbot and an agent, and evaluate AI use cases, this course may be below your level.
Do I get updates?
Yes. The course is maintained and updated. You get the version at purchase; future updates available on request.